{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "%matplotlib inline\n",
    "# 支持中文\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']  # 用来正常显示中文标签\n",
    "plt.rcParams['axes.unicode_minus'] = False  # 用来正常显示负号"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [],
   "source": [
    "iris = pd.read_csv('iris.csv') # 读取iris.csv数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>SepalLength</th>\n",
       "      <th>SepalWidth</th>\n",
       "      <th>PetalLength</th>\n",
       "      <th>PetalWidth</th>\n",
       "      <th>Name</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>5.1</td>\n",
       "      <td>3.5</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4.9</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4.7</td>\n",
       "      <td>3.2</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4.6</td>\n",
       "      <td>3.1</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5.0</td>\n",
       "      <td>3.6</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   SepalLength  SepalWidth  PetalLength  PetalWidth         Name\n",
       "0          5.1         3.5          1.4         0.2  Iris-setosa\n",
       "1          4.9         3.0          1.4         0.2  Iris-setosa\n",
       "2          4.7         3.2          1.3         0.2  Iris-setosa\n",
       "3          4.6         3.1          1.5         0.2  Iris-setosa\n",
       "4          5.0         3.6          1.4         0.2  Iris-setosa"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "iris.head() # 查看头部"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 需求：画一个花瓣（petal）和花萼（sepal)长度的散点图，并且点的颜色要区分鸢尾花的种类"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Iris-setosa', 'Iris-versicolor', 'Iris-virginica'], dtype=object)"
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "iris.Name.unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'Iris-setosa': 'blue', 'Iris-versicolor': 'green', 'Iris-virginica': 'red'}"
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "color_map = dict(zip(iris.Name.unique(), ['blue','green','red']))\n",
    "color_map"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'Iris-setosa': [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49], 'Iris-versicolor': [50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99], 'Iris-virginica': [100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 140, 141, 142, 143, 144, 145, 146, 147, 148, 149]}"
      ]
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "irisgroup = iris.groupby('Name')\n",
    "irisgroup.groups"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, '花萼长度')"
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for species, group in iris.groupby('Name'):\n",
    "    plt.scatter(group['PetalWidth'], group['SepalLength'],\n",
    "                color=color_map[species],\n",
    "                alpha=0.3, edgecolor=None,\n",
    "                label=species)\n",
    "plt.legend(frameon=True, title='名字')\n",
    "plt.xlabel('花瓣宽度')\n",
    "plt.ylabel('花萼长度')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(46.51420833333333, 0.5, '花萼长度')"
      ]
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 654.5x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.lmplot(data=iris,x='PetalLength',y='SepalLength', hue='Name', fit_reg=False)\n",
    "plt.legend(frameon=True, title='名字')\n",
    "plt.xlabel('花瓣宽度')\n",
    "plt.ylabel('花萼长度')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:ylabel='Count'>"
      ]
     },
     "execution_count": 93,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df1 = pd.read_csv('年度数据.csv',index_col=0,encoding='gb2312')\n",
    "df1 = df1.T\n",
    "df1\n",
    "\n",
    "# sns.histplot(df1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
